» Articles » PMID: 39994207

Cecelia: a Multifunctional Image Analysis Toolbox for Decoding Spatial Cellular Interactions and Behaviour

Overview
Journal Nat Commun
Specialty Biology
Date 2025 Feb 24
PMID 39994207
Authors
Affiliations
Soon will be listed here.
Abstract

With the ever-increasing complexity of microscopy modalities, it is imperative to have computational workflows that enable researchers to process and perform in-depth quantitative analysis of the resulting images. However, workflows that allow flexible, interactive and intuitive analysis from raw images to analysed data are lacking for many experimental use-cases. Notably, integrated software solutions for analysis of complex 3D and live cell images are sorely needed. To address this, we present Cecelia, a toolbox that integrates various open-source packages into a coherent data management suite to make quantitative multidimensional image analysis accessible for non-specialists. We describe the application of Cecelia to several immunologically relevant scenarios and the development of an unbiased approach to distinguish dynamic cell behaviours from live imaging data. Cecelia is available as a software package with a Shiny app interface ( https://github.com/schienstockd/cecelia ). We envision that this framework and its approaches will be of broad use for biological researchers.

Citing Articles

Cecelia: a multifunctional image analysis toolbox for decoding spatial cellular interactions and behaviour.

Schienstock D, Hor J, Devi S, Mueller S Nat Commun. 2025; 16(1):1931.

PMID: 39994207 PMC: 11850795. DOI: 10.1038/s41467-025-57193-y.

References
1.
Tinevez J, Perry N, Schindelin J, Hoopes G, Reynolds G, Laplantine E . TrackMate: An open and extensible platform for single-particle tracking. Methods. 2016; 115:80-90. DOI: 10.1016/j.ymeth.2016.09.016. View

2.
Li W, Germain R, Gerner M . High-dimensional cell-level analysis of tissues with Ce3D multiplex volume imaging. Nat Protoc. 2019; 14(6):1708-1733. PMC: 8690297. DOI: 10.1038/s41596-019-0156-4. View

3.
Black S, Phillips D, Hickey J, Kennedy-Darling J, Venkataraaman V, Samusik N . CODEX multiplexed tissue imaging with DNA-conjugated antibodies. Nat Protoc. 2021; 16(8):3802-3835. PMC: 8647621. DOI: 10.1038/s41596-021-00556-8. View

4.
Schienstock D, Hor J, Devi S, Mueller S . Cecelia: a multifunctional image analysis toolbox for decoding spatial cellular interactions and behaviour. Nat Commun. 2025; 16(1):1931. PMC: 11850795. DOI: 10.1038/s41467-025-57193-y. View

5.
Stoltzfus C, Filipek J, Gern B, Olin B, Leal J, Wu Y . CytoMAP: A Spatial Analysis Toolbox Reveals Features of Myeloid Cell Organization in Lymphoid Tissues. Cell Rep. 2020; 31(3):107523. PMC: 7233132. DOI: 10.1016/j.celrep.2020.107523. View